{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "744d2df7-3f4f-4194-9a62-bfcde4d5596b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e674a97e-24e0-4a87-9627-91443f09c406",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0fa9e52f-bbac-4398-bc27-d9369990c86e",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.random.randint(0, 10, size=15)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d5bc1c2-eab2-464a-9894-23082785d938",
   "metadata": {},
   "source": [
    "## 一图多线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "12ede83a-064c-4612-a63e-e0fd5de1ba2f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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EhIdUZ9lAjSKgAwCA4xw7srBnUpT8/Ryn/fWOFDq1bb9Z/U7dd7h0JTx1X66yjhRV+HlB/n5qGl1HSQ3ClNQwTC0a1FVSwzAlNQhTdFiQXJZ0/tPfKz0r/4R96A5JcZGmfsBTENABAEA5JxpZGB8ZovED2qpf+/gKP8/psrT74BFt2XdYqX+E761//H3PKfrEG9ULNSG8QZia/xHAmzeoq0b1Q0/6wsDfIY0f0FYjpqfIIZUL6SWfNX5A2zN6cQHUNodlVaWDq+ZlZ2crMjJSWVlZioiIsLscAAB8SkUjC0vi7WtDuqpHUpQJ3yVtKXtNb/iO/XkqdFbckhIZGlgavls0rFsayJtFhyk0yP+M6z6dFxVAbapsziWgAwAASWYF/Pynvz/pVJRjV6mPFRTgp6ToY1bCG4YpqUFdRYUFVXvNR6vuthygulU259LiAgAAJEnJqQdOObKwJJw3rh963Ep4UoMwNaoXKj+bQrG/n0O9W0Tb8r2B6kRABwAAKnK6NHdNWqVu++9rO2pwt8QargjwXQR0AAB8WE5+kWYl79S0X7dp96EjlfqcRvXq1HBVgG8joAMA4IN2Hzqid39O1aylO3W4oFiSFFUnUIVOq/TysRhZCNQOv6rc+LHHHpPD4Sj30bp169Lr8/PzNXLkSEVHR6tu3boaNGiQMjIyqr1oAABwen7bdUh3z1yhC5/5QW/9nKrDBcU6K6aunrqmg34dd6n+fW1HOVQ2taUEIwuB2lPlFfR27drpu+++K/sCAWVf4t5779U333yjjz/+WJGRkRo1apSuueYa/fLLL9VTLQAAqDKXy9L89ZmaunCrklMPlB4/t0W07ryguS46u2HpiZ392sdrytCux40sjGNkIVBrqhzQAwICFBcXd9zxrKwsvf3225oxY4YuueQSSdK7776rNm3aaPHixTrnnHPOvFoAAFBpRwqd+jRll975OVVb9+VKkgL8HBrQKUHDz09S+0aRJ/y8fu3jdVnbOEYWAjapckDftGmTEhISFBISot69e2vSpElq0qSJli9frqKiIvXp06f0tq1bt1aTJk20aNGiCgN6QUGBCgoKSi9nZ2efxj8DAACU2JtToPcXbdP0xdt1MK9IkhQeEqCbejXRrec2U3xk6Cm/BiMLAftUKaD36tVL06ZNU6tWrZSWlqYJEyboggsu0Jo1a5Senq6goCDVq1ev3OfExsYqPT29wq85adIkTZgw4bSKBwAAZTZm5OithVv1xYo9pTt6JkaF6vbzknRd90SFBTMbAvAEVfpN7d+/f+nfO3bsqF69eqlp06b66KOPFBp66lfjJzJu3DiNHTu29HJ2drYSE5mtCgBAZViWpV8279fUhVu1YOPe0uNdmtTTnRc0V992cbSmAB7mjF5K16tXT2effbY2b96syy67TIWFhTp06FC5VfSMjIwT9qyXCA4OVnBw8JmUAQCAzyksdumrVXv01sKtWp+eI0nyc0h928Xpjguaq1vT+jZXCOB0nVFAP3z4sLZs2aKbb75Z3bp1U2BgoObPn69BgwZJkjZs2KAdO3aod+/e1VIsAAC+7lBeoT5YskPv/bpNmTnmHK46Qf66rnuibjuvmZpGh9lcIYAzVaWAfv/992vAgAFq2rSp9uzZo/Hjx8vf31833nijIiMjNXz4cI0dO1ZRUVGKiIjQ3Xffrd69ezPBBQCAM7R9f67e+TlVHy3bpSNFTklSbESwhp3bTEN6NlVknUCbKwRQXaoU0Hft2qUbb7xR+/fvV8OGDXX++edr8eLFatiwoSTphRdekJ+fnwYNGqSCggL17dtXr732Wo0UDgCAL1i+/YCm/pSqb9emy7LMsdZx4brzguYa0ClBQQFV2nMQgAdwWFbJr7t7yM7OVmRkpLKyshQREWF3OQAA1Lpip0vf/p6ht37eqhU7DpUe/1OrhrrzguY6t0W0HA5O/AQ8TWVzLvOWAABwE4cLivXR0p1655dU7Tp4RJIU5O+nv3RppDsuSFLL2HCbKwRQGwjoAADUMKfLOumunGlZRzTt122asWSHcvKLJUlRYUEaek5T3XxOUzUMZ9oZ4EsI6AAA1KC5a9I0YfZapWXllx6LjwzR+AFt1bh+Hb21cKu+/i1NxS7Tcdq8QZiGX5CkQV0bKyTQ366yAdiIgA4AQA2ZuyZNI6an6NiTvdKy8vW36SnljvVKitKdFzTXJa1j5MfGQoBPI6ADAFADnC5LE2avPS6cH2tAx3jddWELdWgcWSt1AXB/BHQAAKpRQbFTO/bnac6a9HJtLRW5qVdTwjmAcgjoAABUkctlKS07X6l7c5W677C27M1V6j7zsetgnlxVGGCcmXPqEA/AtxDQAQCowKG8Qm3dl6vUvbnauu+wUvflauveXG3bn6v8IleFn1c3OEANw4OVui/3lN8jJjykOksG4AUI6AAAj3GqcYWnI7/Iqe3787R172ETxv/42Lr3sA7mFVX4eQF+DjWJrqPmDeqqecMwJTUIU/MGYUpqGKaGdYPlsqTzn/5e6Vn5J+xDd0iKizT/BgA4GgEdAOARTjausF/7+JN+rtNlac+hI3+shv+xEv7HavierCM62Z7a8ZEhSmoQVvrRomFdJTUIU+P6oQrw96vw8/wd0vgBbTVieoocUrmQXvKSYvyAtmf8AgOA93FY1skelmpfZbdABQD4jorGFZZE2ylDu6pvuzgdyC0sDd8lq+Cp+3K1bX+eCosrbkkJDwlQ84Z1zQp4g7DSFfFm0WEKCz6ztawzeWEBwLtUNucS0AEAbs3psnT+09+fdCJKoL9DoYH+yv5jF84TCfL3U9PoOn8E8Lql7ShJDcIUHRYkh6PmVrJrojUHgOepbM6lxQUA4NaSUw+cclxhkdNSkdOE80b1Qsutgpve8LpqVD/UtlDs7+dQ7xbRtnxvAJ6HgA4AcGuVHUP4YL9WuvXcJIUG+ddwRQBQsyo+uwUAAJs5XZZ+23WoUrftnFifcA7AK7CCDgBwSyt2HNSjX/6u1buzTno7xhUC8DYEdACAW9l/uEDPzN2gD5ftlCSFBweof4c4fbxslyTGFQLwfgR0AIBbcLoszViyXf/+30ZlHTEbBA3q2lgP9W+thuHBuqR1zHHjCuMYVwjACxHQAQC2S9lxUI9+uUZrdmdLktrGR2ji1e3UvVlZ20q/9vG6rG0c4woBeD0COgDANvsOF+jpOev18XLTvhIeEqD7L2+lIb2anHCXTsYVAvAFBHQAQK1zuix9sGS7/v3thtLNha7t1lgP9m+tBnWDba4OAOxFQAcA1Krl2w/okS9+19o0087SLiFCE69ur25N69tcGQC4BwI6AKBW7M0p0FNz1uvTFNPOEhkaqPv7ttJNPZvQRw4ARyGgAwBqVLHTpf8s3q7n521Uzh/tLDf0SNQDfVspmnYWADgOAR0AUGOSUw/o0S/XaH16jiSpQ6NITby6nbo0oZ0FACpCQAcAVLvMnHw99d/1+mzFbklSvTqBeqBvK93Qg3YWADgVAjoAoNoUO116b9F2vThvo3IKiuVwlLSztFZUWJDd5QGARyCgAwCqxZKt+/Xol79rQ4ZpZ+nUOFITr26vTon17C0MADwMAR0AcEYys/P15H/X6YuVeyRJ9esE6h/9Wuv67onyo50FAKqMgA4AOC1FTpfe+3WbXvxukw7/0c5yU88muv/yVqpPOwsAnDYCOgCgyhZt2a/xX63RxozDkqTOifU08ep26ti4nr2FAYAXIKADACotPStf//rvOs1eZdpZosKC9GC/Vrq2G+0sAFBdCOgAgFMqcrr07i+peum7TcotdMrPIQ3p1VT3XX626tWhnQUAqhMBHQBwUr9u3qdHv/pdmzNNO0vXJvU08er2at8o0ubKAMA7EdABACeUlnVET3yzTt/8liZJig4L0kP9W2tQ18a0swBADSKgA4CPcrosJaceUGZOvmLCQ9QzKUr+fg4VFrv09s+peuX7Tcr7o53llt7NdO9lZysyNNDusgHA6xHQAcAHzV2Tpgmz1yotK7/0WHxkiK7t3lhf/5amrXtzJUndm9bXhKvbqV0C7SwAUFsI6ADgY+auSdOI6SmyjjmelpWvl+dvliQ1qBuscf1b65qujeRw0M4CALWJgA4APsTpsjRh9trjwvnRwoL8NW/sharPdBYAsIWf3QUAAGpPcuqBcm0tJ5Jb6NT6tJxaqggAcCwCOgD4kMyck4fzqt4OAFD9COgA4ENiwkOq9XYAgOpHQAcAH9IzKUoN6wZXeL1DZppLz6So2isKAFAOAR0AfIjTZalOsP8JryuZ1TJ+QFv5sxERANiGgA4APuTpueu1fX+e6gT5Kya8/Ep6XGSIpgztqn7t422qDgAgMWYRAHzGvLUZevvnVEnSyzd00cWtY064kygAwF4EdADwAbsPHdH9H6+SJA0/P0l92sZKknq3iLazLADACdDiAgBersjp0uiZK5R1pEidGkfqwX6t7S4JAHASBHQA8HLPz9uo5dsPKjwkQK/e1FVBATz0A4A741EaALzYgo17NeXHLZKkpwd1VGJUHZsrAgCcCgEdALxURna+xn64UpJ08zlN9ecOTGcBAE9AQAcAL+R0Wbpn1grtzy1Um/gIPXxFG7tLAgBUEgEdALzQK99v0uKtBxQW5K/JN3VRSOCJNycCALgfAjoAeJlft+zTS/M3SZKevKaDmjesa3NFAICqIKADgBfZd7hAY2atlGVJ13dP1NWdG9ldEgCgigjoAOAlXC5L9364Upk5BWoZU1ePXdXO7pIAAKeBgA4AXuL1n7Zo4aZ9Cgn00+QhXRUaRN85AHiiMwroTz31lBwOh8aMGVN6LD8/XyNHjlR0dLTq1q2rQYMGKSMj40zrBACcxLJtB/Tc/zZKkiZe1V5nx4bbXBEA4HSddkBfunSp3njjDXXs2LHc8XvvvVezZ8/Wxx9/rAULFmjPnj265pprzrhQAMCJHcwt1OiZK+R0WRrYOUHXdm9sd0kAgDNwWgH98OHDGjJkiKZOnar69euXHs/KytLbb7+t559/Xpdccom6deumd999V7/++qsWL158wq9VUFCg7Ozsch8AgMqxLEsPfLJKe7Ly1bxBmJ74Swc5HA67ywIAnIHTCugjR47UFVdcoT59+pQ7vnz5chUVFZU73rp1azVp0kSLFi064deaNGmSIiMjSz8SExNPpyQA8Elv/5yq79ZlKijAT6/c1EV1gwPsLgkAcIaqHNBnzZqllJQUTZo06bjr0tPTFRQUpHr16pU7Hhsbq/T09BN+vXHjxikrK6v0Y+fOnVUtCQB80sqdh/T03PWSpEeubKt2CZE2VwQAqA5VWmrZuXOn7rnnHs2bN08hISHVUkBwcLCCg4Or5WsBgK/IOlKku2emqMhp6c8d4jS0VxO7SwIAVJMqraAvX75cmZmZ6tq1qwICAhQQEKAFCxbo5ZdfVkBAgGJjY1VYWKhDhw6V+7yMjAzFxcVVZ90A4LMsy9K4z37TzgNHlBgVqknXdKTvHAC8SJVW0C+99FKtXr263LHbbrtNrVu31oMPPqjExEQFBgZq/vz5GjRokCRpw4YN2rFjh3r37l19VQOAD5u+ZIf+uzpdgf4OvXpjV0WGBtpdEgCgGlUpoIeHh6t9+/bljoWFhSk6Orr0+PDhwzV27FhFRUUpIiJCd999t3r37q1zzjmn+qoGAB/1+54sPf71WknSQ/3bqFNiPXsLAgBUu2o/3f+FF16Qn5+fBg0apIKCAvXt21evvfZadX8bAPA5hwuKNWrGChUWu9SnTaxuP6+Z3SUBAGqAw7Isy+4ijpadna3IyEhlZWUpIiLC7nIAwC1YlqUxH67Ulyv3KCEyRP+95wLVqxNkd1kAgCqobM497Z1EAQC15+Nlu/Tlyj3y93Po5Ru7EM4BwIsR0AHAzW3MyNGjX62RJN13+dnq3izK5ooAADWJgA4AbiyvsFgjP0hRfpFLF57dUH+7sIXdJQEAahgBHQDc2GNf/a5NmYcVEx6s56/rJD8/5p0DgLcjoAOAm/p8xS59tGyX/BzSSzd0UYO67LoMAL6AgA4Abmjr3sN6+HPTdz760pbq3SLa5ooAALWFgA4Abia/yKmRM1Yor9Cpc5pH6e5LWtpdEgCgFhHQAcDNPPHNWq1Ly1Z0WJBeuqGL/Ok7BwCfQkAHADfyzW9pmr54hyTp+es7KzYixOaKAAC1jYAOAG5ix/48PfTpb5Kkv/+phS46u6HNFQEA7EBABwA3UFjs0qiZKcopKFb3pvU19rKz7S4JAGATAjoAuIGn567Xb7uyVK9OoF6+sYsC/Hl4BgBfxTMAANhs3toMvf1zqiTp34M7KaFeqM0VAQDsREAHABvtPnRE93+8SpI0/Pwk9Wkba3NFAAC7EdABwCZFTpdGz1yhrCNF6tQ4Ug/2a213SQAAN0BABwCbPD9vo5ZvP6jwkAC9elNXBQXwkAwAIKADgC0WbNyrKT9ukSQ9PaijEqPq2FwRAMBdENABoJZlZOdr7IcrJUk3n9NUf+4Qb29BAAC3QkAHgFrkdFm6Z9YK7c8tVJv4CD18RRu7SwIAuBkCOgDUopfnb9LirQdUJ8hfk2/qopBAf7tLAgC4GQI6ANSSXzfv08vfb5IkPfmXDmresK7NFQEA3BEBHQBqwb7DBbrnw5WyLOn67oka2KWR3SUBANwUAR0AapjLZeneD1dqb06BWsbU1WNXtbO7JACAGyOgA0ANe/2nLVq4aZ9CAv00eUhXhQbRdw4AqBgBHQBq0NJtB/Tc/zZKkiZe1V5nx4bbXBEAwN0R0AGghhzMLdTomSvkdFka2DlB13ZvbHdJAAAPQEAHgBpgWZbu/3iV0rLy1bxBmJ74Swc5HA67ywIAeAACOgDUgLd/TtX89ZkKCvDTKzd1Ud3gALtLAgB4CJ4xAKAaOF2WklMPKDMnX9n5xXpqzjpJ0iNXtlW7hEibqwMAeBICOgCcoblr0jRh9lqlZeWXO961ST0N7dXEpqoAAJ6KFhcAOANz16RpxPSU48K5JK3YcUjf/p5uQ1UAAE9GQAeA0+R0WZowe62sk9xmwuy1crpOdgsAAMojoAPAaUpOPXDClfMSlqS0rHwlpx6ovaIAAB6PgA4Apykzp+Jwfjq3AwBAIqADwGmLCQ+u5O1CargSAIA3YYoLAJwGp8vS7N/2nPQ2DklxkSHqmRRVO0UBALwCAR0Aqii/yKkxs1Zq7lETWhxSuZNFS/YMHT+grfz92EEUAFB5BHQAqIKsvCLd8f5SLd12UEH+fnrxhs7yc+i4OehxkSEaP6Ct+rWPt7FaAIAnIqADQCXtOXREt76brI0ZhxUeEqCpt3TXOc2jJUmXtY0r3Uk0Jty0tbByDgA4HQR0AKiEjRk5GvZOstKy8hUbEaz3bu+p1nERpdf7+znUu0W0jRUCALwFAR0ATmHptgMaPm2psvOL1aJhmN4f3kuN6oXaXRYAwEsR0AHgJOauSdfoWStUWOxSt6b19dYt3VU/LMjusgAAXoyADgAVmL54ux79co1cltSnTaxevamLQgL97S4LAODlCOgAcAzLsvTCvI16+fvNkqQbezbR41e3U4A/e7sBAGoeAR0AjlLsdOnhz9fow2U7JUlj+rTUPZe2lMPBRBYAQO0goAPAH44UOjVqRormr8+Un0N6YmAH3dSrid1lAQB8DAEdACQdyC3U8PeWasWOQwoO8NOrN3XVZW1j7S4LAOCDCOgAfN7OA3ka9m6ytu7NVWRooN65tbu6NY2yuywAgI8ioAPwaWv3ZGvYu8nam1OgRvVC9d7tPXRWTLjdZQEAfBgBHYDP+nXLPv31/eXKKShW67hwTbutp+IiQ+wuCwDg4wjoAHzS17/t0dgPV6nQ6VKvpCi9eUt3RYYG2l0WAAAEdAC+552fU/X4N2tlWdKfO8Tp+es6swERAMBtENAB+AyXy9LT367XGwu2SpKG9W6qRwe0k78fM84BAO6DgA7AJxQ5XXrwk9/02YrdkqR/9GulERe1YAMiAIDbIaAD8Hq5BcUa8UGKftq4V/5+Dj11TQdd2z3R7rIAADghAjoAr7Y3p0C3T1uq1buzFBror9eGdtXFrWLsLgsAgAr5VeXGU6ZMUceOHRUREaGIiAj17t1bc+bMKb0+Pz9fI0eOVHR0tOrWratBgwYpIyOj2osGgMrYvj9Xg1//Vat3ZykqLEgz7zqHcA4AcHtVCuiNGzfWU089peXLl2vZsmW65JJLdPXVV+v333+XJN17772aPXu2Pv74Yy1YsEB79uzRNddcUyOFA8DJrN6VpUFTftX2/XlKjArVpyPOVefEenaXBQDAKTksy7LO5AtERUXp2Wef1eDBg9WwYUPNmDFDgwcPliStX79ebdq00aJFi3TOOedU6utlZ2crMjJSWVlZioiIOJPSAPioBRv3asT05cordKpdQoTeva2HYsLZgAgAYK/K5twqraAfzel0atasWcrNzVXv3r21fPlyFRUVqU+fPqW3ad26tZo0aaJFixZV+HUKCgqUnZ1d7gMATtdnKbs0fNpS5RU6df5ZDTTrrnMI5wAAj1LlgL569WrVrVtXwcHB+tvf/qbPP/9cbdu2VXp6uoKCglSvXr1yt4+NjVV6enqFX2/SpEmKjIws/UhMZLICgKqzLEtvLNiisR+tUrHL0tWdE/TOrT0UHsLuoAAAz1LlgN6qVSutXLlSS5Ys0YgRIzRs2DCtXbv2tAsYN26csrKySj927tx52l8LgG9yuSw9/vU6TZqzXpJ05wVJeuG6zgoKOO03CQEAsE2VxywGBQXprLPOkiR169ZNS5cu1UsvvaTrr79ehYWFOnToULlV9IyMDMXFxVX49YKDgxUcHFz1ygFAUkGxU/d9tEpf/5YmSXr4z21054XNba4KAIDTd8bLSy6XSwUFBerWrZsCAwM1f/780us2bNigHTt2qHfv3mf6bQDgONn5Rbr1naX6+rc0Bfo79NINnQnnAACPV6UV9HHjxql///5q0qSJcnJyNGPGDP3444/69ttvFRkZqeHDh2vs2LGKiopSRESE7r77bvXu3bvSE1wAoLIys/M17N2lWpeWrbAgf71xc3ed37KB3WUBAHDGqhTQMzMzdcsttygtLU2RkZHq2LGjvv32W1122WWSpBdeeEF+fn4aNGiQCgoK1LdvX7322ms1UjgA37Vl72Hd8naydh86ogZ1gzXtth5q3yjS7rIAAKgWZzwHvboxBx3AyaTsOKjh05bqYF6RkhqE6b3beqpJdB27ywIA4JQqm3OrfJIoANhl/roMjZyRovwilzo1jtQ7t/ZQdF1OMgcAeBcCOgCP8NHSnRr3+Wo5XZb+1KqhXhvSVXWCeAgDAHgfnt2ASnK6LCWnHlBmTr5iwkPUMylK/n4Ou8s6KU+sWTq27mAlpx7QC99tkiQN7tZYk67poEB/ZpwDALwTAR2ohLlr0jRh9lqlZeWXHouPDNH4AW3Vr328jZVVzBNrlk5cd4mRF7fQ/Ze3ksPh/i8yAAA4XSxBAacwd02aRkxPOS4wpmfla8T0FM1dk2ZTZRXzxJqliusu0aFRJOEcAOD1WEEHTsLpsjRh9lqdaNRRybF/fPKbdhzIk5+bBEeXZemV7zd7VM3SyeuWJIekCbPX6rK2cR7RpgMAwOkioAMnkZx6oMLV3BLZ+cV68r/ra6mi6uGJNVuS0rLylZx6QL1bRNtdDgAANYaADpxEZs7Jw3mJ7k3rqXF995jFvetgnpZtP3TK27lTzVLl667s/wkAAJ6KgA6cREx4SKVud9/lrd1mVXfRlv26ceriU97OnWqWKl93Zf9PAADwVJwkCpxEu4QIBZyk39khMxmlZ1JU7RV1Cj2TohQfGaKKqnbHmiXPrRsAgOpGQAcq4HJZuu/jVSp2nfi0xZIgOX5AW7c6adHfz6HxA9pK0nFh111rljy3bgAAqhsBHajAs//boHlrMxQU4KcH+rZSfGT51oq4yBBNGdrVLWeK92sfrylDuyrOg2qWPLduAACqk8OyrIqmmtkiOztbkZGRysrKUkREhN3lwEd9lrJLYz9aJUl68frOGtilkUfuyumJNUueWzcAACdT2ZzLSaLAMZZvP6CHPl0tSRp18Vka2KWRJNOC4U4nVVaGJ9YseW7dAABUB1pcgKPsOpinu95frkKnS/3axWnsZWfbXRIAAPAxBHTgD4cLinXHe8u0P7dQ7RIi9Pz1neRHWwUAAKhlBHRApuf5npkrtD49Rw3Dg/XWsO6qE0QHGAAAqH0EdEDSM3PXa/76TAUH+GnqLd0VHxlqd0kAAMBHEdDh8z5atlNv/LRVkvTvazupc2I9ewsCAAA+jYAOn5acekAPf24mttxzaUsN6JRgc0UAAMDXEdDhs3bsz9Nf/7NMRU5LV3SM1z2XtrS7JAAAAAI6fFNOfpGGv7dUB/OK1LFxpP49mIktAADAPRDQ4XOcLkt3z1yhTZmHFRsRrKm3dFdokL/dZQEAAEgioMMHPfnfdfpxw16FBPrprVt6KDYixO6SAAAAShHQ4VNmJu/Q2z+nSpKev66zOjSOtLkiAACA8gjo8BmLtuzXI1+skSTdd9nZ+nOHeJsrAgAAOB4BHT5h275cjfhguYpdlq7qlKBRl5xld0kAAAAnRECH18s6Yia2HMorUqfEenpmcEc5HExsAQAA7omADq9W7HRp1IwUbdmbq/jIEE29uZtCApnYAgAA3BcBHV7tiW/WaeGmfQoN9NfUW7orhoktAADAzRHQ4bX+s3i7pv26TZL0wvWd1b4RE1sAAID7I6DDK/28aZ8e++p3SdIDfVupX/s4mysCAACoHAI6vM7WvYf19w+Wy+my9JcujfT3P7WwuyQAAIBKI6DDq2TlFWn4e8uUnV+srk3qadI1HZjYAgAAPAoBHV6jyOnS32csV+q+XDWqF6o3bu7OxBYAAOBxCOjwCpZl6bGvftcvm/erTpC/3hrWXQ3Dg+0uCwAAoMoI6PAK7y/arg+W7JDDIb10Qxe1iY+wuyQAAIDTQkCHx/tp415NmG0mtjzUr7Uuaxtrc0UAAACnj4AOj7Y5M0cjZ6TIZUmDuzXWXRc2t7skAACAM0JAh8c6mFuo4e8tU05+sXo0q69//aU9E1sAAIDHI6DDIxUWuzTig+Xavj9PjeuH6vWh3RQcwMQWAADg+Qjo8DiWZWn8V2u0eOsB1Q0O0NvDeii6LhNbAACAdyCgw+O8+8s2zUzeKT+H9MqNXdQqLtzukgAAAKoNAR0e5YcNmXrim7WSpH/+uY0ubh1jc0UAAADVi4AOj7ExI0d3z1ghlyXd0CNRw89PsrskAACAakdAh0c4kFuo4e8t1eGCYvVKitLEq5nYAgAAvBMBHW6vsNilv/1nuXYeOKKm0XX0+tBuCgrgRxcAAHgnUg7cmmVZevjz1UredkDhwQF6e1h31Q8LsrssAACAGkNAh1t7a2GqPl6+y0xsuamLzophYgsAAPBuBHS4rfnrMvTknHWSpEeubKs/tWJiCwAA8H4EdLil9enZGj1zhSxLuqlXE916bjO7SwIAAKgVBHS4nX2HCzR82jLlFjp1botoTbiqHRNbAACAzyCgw60UFDv11/8s1+5DR9Qsuo5eG9JVgf78mAIAAN9B8oHbsCxL4z5breXbDyo8JEBv39pD9eowsQUAAPgWAjrcxusLtuqzlN3y93PotSFd1aJhXbtLAgAAqHUEdLiFb39P1zPfrpckPTagrS5o2dDmigAAAOwRYHcB8E1Ol6Xk1APKzMlXXmGxJs5eK8uSbundVDf3bmZ3eQAAALap0gr6pEmT1KNHD4WHhysmJkYDBw7Uhg0byt0mPz9fI0eOVHR0tOrWratBgwYpIyOjWouGZ5u7Jk3nP/29bpy6WPfMWqlxn63RkSKXWseF69Er29pdHgAAgK2qFNAXLFigkSNHavHixZo3b56Kiop0+eWXKzc3t/Q29957r2bPnq2PP/5YCxYs0J49e3TNNddUe+HwTHPXpGnE9BSlZeUfd92G9Bx9t44XcwAAwLc5LMuyTveT9+7dq5iYGC1YsEAXXnihsrKy1LBhQ82YMUODBw+WJK1fv15t2rTRokWLdM4555zya2ZnZysyMlJZWVmKiIg43dLghpwuS+c//f0Jw7kkOSTFRYbo5wcvkb8fc88BAIB3qWzOPaOTRLOysiRJUVFRkqTly5erqKhIffr0Kb1N69at1aRJEy1atOiEX6OgoEDZ2dnlPuCdklMPVBjOJcmSlJaVr+TUA7VXFAAAgJs57YDucrk0ZswYnXfeeWrfvr0kKT09XUFBQapXr16528bGxio9Pf2EX2fSpEmKjIws/UhMTDzdkuDmMnMqDuenczsAAABvdNoBfeTIkVqzZo1mzZp1RgWMGzdOWVlZpR87d+48o68H92RZllbsOFSp28aEh9RsMQAAAG7stMYsjho1Sl9//bV++uknNW7cuPR4XFycCgsLdejQoXKr6BkZGYqLizvh1woODlZwcPDplAEPkZ1fpAc/+U1z1pz4XZQSJT3oPZOiaqcwAAAAN1SlFXTLsjRq1Ch9/vnn+v7775WUlFTu+m7duikwMFDz588vPbZhwwbt2LFDvXv3rp6K4VF+23VIV778s+asSVegv0ODuzaSQyaMH63k8vgBbTlBFAAA+LQqraCPHDlSM2bM0Jdffqnw8PDSvvLIyEiFhoYqMjJSw4cP19ixYxUVFaWIiAjdfffd6t27d6UmuMB7WJalab9u05P/Xacip6XG9UP16k1d1Tmxnvq0jdWE2WvLnTAaFxmi8QPaql/7eBurBgAAsF+Vxiw6HCde2Xz33Xd16623SjIbFd13332aOXOmCgoK1LdvX7322msVtrgcizGLni/rSJH+8ckqffu7mWl+edtYPTu4kyLrBJbe5uidRGPCTVsLK+cAAMCbVTbnntEc9JpAQPdsK3ce0qgZKdp18IgC/R3655/b6NZzm1X44g4AAMBXVDbnntZJosCxLMvSO79s01NzTEtLYlSoXr2xqzol1rO7NAAAAI9CQMcZy8or0v2frNK8taalpV+7OD09uKMiQwNP8ZkAAAA4FgEdZ2TFjoMaNWOFdh86oiB/Pz18RRvd0rspLS0AAACniYCO02JZlt7+OVVPzVmvYpelJlF1NPmmrurQONLu0gAAADwaAR1VdiivUPd/vErfrcuUJF3RIV6TBnVQRAgtLQAAAGeKgI4qWb79oEbPLGtpeeTKNhp6Di0tAAAA1YWAjkpxuSy99fNWPTN3g4pdlppF19GrN3VV+0a0tAAAAFQnAjpO6WBuoe77eJW+X29aWq7sGK9J13RQOC0tAAAA1Y6AjpNavv2ARs1YobSsfAUF+OnRK9tqSK8mtLQAAADUEAI6TsjlsvTmwq169tsNcrosJTUI06s3dVG7BFpaAAAAahIBHcc5kFuosR+t1I8b9kqSruqUoCev6aC6wfy4AAAA1DQSF8pZuu2A7p6xQunZ+QoO8NNjV7XTDT0SaWkBAACoJQR0SDItLa//tEXP/W+jnC5LzRuEafKQrmoTH2F3aQAAAD6FgA7tP1ygsR+t0oKNpqVlYOcEPfEXWloAAADsQALzcUu27tfoWSuUkV2g4AA/Tby6na7rTksLAACAXQjoPsrlsvTaj5v1/LyNcllSi4ampaV1HC0tAAAAdiKg+6B9hwt074crtXDTPknSNV0a6fGB7RVGSwsAAIDtSGQ+ZtGW/bpn1gpl5hQoJNBPE69ur2u7NaalBQAAwE0Q0H2E02Vp8g+b9eJ3pqXlrJi6em1IV50dG253aQAAADgKAd0H7M0xLS0/bzYtLYO7NdbEq9upThD//QAAAO6GhOblft2yT/fMWqm9OQUKDfTX4wPba3C3xnaXBQAAgAoQ0L2U02Xple836eX5m+SypLNj62ryTV3VkpYWAAAAt0ZA93BOl6Xk1APKzMlXTHiIeiZFaX9ugcbMWqlft+yXJF3XvbEmXNVeoUH+NlcLAACAUyGge7C5a9I0YfZapWXllx6LCgtSkdOlnPxi1Qny1xMD2+uarrS0AAAAeAoCuoeauyZNI6anyDrm+IHcQklSQmSI3h/eS2fF1K394gAAAHDa/OwuAFXndFmaMHvtceH8aC5LSmoQVms1AQAAoHoQ0D1QcuqBcm0tJ5Kena/k1AO1VBEAAACqCwHdA2XmnDycV/V2AAAAcB8EdA8UEx5SrbcDAACA++AkUQ+0dd/hk17vkBQXaUYuAgAAwLMQ0D2IZVl6ef5mvfDdxtJjDqncyaKOP/4cP6Ct/P0cAgAAgGehxcVDOF2WHv5iTWk4v/uSszRlSFfFRZZvY4mLDNGUoV3Vr328HWUCAADgDLGC7gHyi5y6e+YKzVubIYdDmnhVO93cu5kk6fJ2ccftJMrKOQAAgOcioLu5Q3mFGv7eMi3fflBBAX56+YbO5VbH/f0c6t0i2sYKAQAAUJ0I6G5s96EjGvZOsjZnHlZESIDeGtaDEz8BAAC8HAHdTW1Iz9Gwd5KVnp2vuIgQvXd7T7WKC7e7LAAAANQwArobWrx1v+58f5ly8ovVMqau3ru9pxLqhdpdFgAAAGoBAd3NzFmdpns+XKnCYpd6NKuvqbd0V706QXaXBQAAgFpCQHcj7y/apvFf/S7Lkvq2i9VLN3RRSKC/3WUBAACgFhHQ3YBlWfr3/zZo8g9bJElDejXRxKvbMy4RAADABxHQbVbkdOmfn63Wx8t3SZLuu+xsjbrkLDkchHMAAABfREC3UV5hsf7+QYp+3LBX/n4O/Wtge93Qs4ndZQEAAMBGBHSb7D9coNvfW6ZVOw8pJNBPk2/qqkvbxNpdFgAAAGxGQLfBzgN5uuWdZKXuy1W9OoF659Ye6tqkvt1lAQAAwA0Q0GvZmt1ZuvXdpdp3uECN6oXqvdt76qyYunaXBQAAADdBQK9FP2/ap79NX67DBcVqHReu927vqdiIELvLAgAAgBshoNeSL1fu1v0fr1KR01Lv5tF645ZuiggJtLssAAAAuBkCei14a+FWPfHNOknSFR3j9fx1nRQcwAZEAAAAOB4BvQa5XJYmzVmnqQtTJUm3nddMj1zRVn5sQAQAAIAKENBrSGGxSw98skpfrtwjSRrXv7XuurA5GxABAADgpAjoNeBwQbH+9p/l+nnzPgX4OfTM4I66pmtju8sCAACAByCgV7PMnHzdPm2p1uzOVp0gf00Z2k0Xnd3Q7rIAAADgIQjo1Sh1X65ueWeJdh44ouiwIL17Ww91bFzP7rIAAADgQQjo1WTVzkO6bdpSHcgtVNPoOnrvtp5q1iDM7rIAAADgYQjo1eCHDZn6+/QUHSlyqkOjSL1zaw81DA+2uywAAAB4IAL6Gfpk+S49+OlvcrosXdCygaYM7aa6wdytAAAAOD0kydNkWZamLNiiZ+ZukCT9pUsjPT2oo4IC/GyuDAAAAJ6symnyp59+0oABA5SQkCCHw6Evvvii3PWWZenRRx9VfHy8QkND1adPH23atKm66nULTpelCbPXlobzv17UXM9d24lwDgAAgDNW5USZm5urTp06afLkySe8/plnntHLL7+s119/XUuWLFFYWJj69u2r/Pz8My7WHeQXOXX3zBRN+3WbJOmRK9tqXP827A4KAACAalHlFpf+/furf//+J7zOsiy9+OKL+r//+z9dffXVkqT3339fsbGx+uKLL3TDDTecWbU2yzpSpLveX6YlqQcU6O/Qc9d11lWdEuwuCwAAAF6kWnsyUlNTlZ6erj59+pQei4yMVK9evbRo0aITfk5BQYGys7PLfbij9Kx8Xf/GIi1JPaC6wQF677aehHMAAABUu2oN6Onp6ZKk2NjYcsdjY2NLrzvWpEmTFBkZWfqRmJhYnSVVi82ZORo05VetT89Rw/BgffjXc3TuWQ3sLgsAAABeyPazGseNG6esrKzSj507d9pWi9NladGW/fpy5W4t2rJfTpel5dsPaPDri7T70BE1bxCmz0acq3YJkbbVCAAAAO9WrWMW4+LiJEkZGRmKj48vPZ6RkaHOnTuf8HOCg4MVHGz/pj5z16Rpwuy1SssqO5m1fp1A5eQXq9hlqXNiPb1zaw9FhQXZWCUAVLNly6R//EN65hmpe3e7qwEAqJpX0JOSkhQXF6f58+eXHsvOztaSJUvUu3fv6vxW1WrumjSNmJ5SLpxL0sG8IhW7LLVvFKEZd/YinAPwPu+/L/3wg/Sf/9hdCQDgD1VeQT98+LA2b95cejk1NVUrV65UVFSUmjRpojFjxuiJJ55Qy5YtlZSUpEceeUQJCQkaOHBgddZdbZwuSxM+/03WSW6z/1CeggP8a60mAKhR27dL+/ZJDof04Yfm2KxZ0rBhkmVJDRpITZvaWyMA+LAqB/Rly5bp4osvLr08duxYSdKwYcM0bdo0/eMf/1Bubq7uuusuHTp0SOeff77mzp2rkJCQ6qu6GiWnHlBabvFJb5OWW6zk1APq3SK6lqoCgBrUrNnxx/bulbp1K7tsnWzZAgBQk6oc0P/0pz/JOskDt8Ph0MSJEzVx4sQzKqy2ZOZUbgOlyt4OANze+PHSxInlQ3jJ3wMCpGnTbCkLAGDYPsXFbjHhlVvZj/lpvuQlu6EC8EFOp/Tpp9K550oTJlS8Qn733dJNN9VubQCAcnw+oPdMilJ8ZIgcFVzvsFyKz96rnmNuMz2ZEyea3k0A8ASHD0uvvCKdfbY0eLC0aJEUFCQNGGCu9zvmaeCFF6Srr5YOHKj9WgEAkgjo8vdzaPyAtpJMGD+aw3JJDj+Nb1wo/8TGUmameWs4MVH629+kDRvsKBl2WrZMuuQS8yfgznbvlsaNM49Xo0dLW7dKUVHSww+bk0Rfe02KizN956+/bkYsRkSY8D57ttS5swnzAIBa5/MBXZL6tY/XlKFdFRcZWu54XGSopgztqn7/vEvaskWaOdM8ieXnS2+8IbVuLV11lfTjj5xQ5SsYSQd3t2qVdMstUlKS9NRT0qFDUsuWJpDv3Ck98YQJ5o0bS9u2SUuWSH/9q5ScbBYhliwxt9+5U7rwQunZZyWX61TfFQBQjRzWyc74tEF2drYiIyOVlZWliIiIWv3eTpel5NQDyszJV0x4iHomRcnf75jmF8uSFi6UnnvOrDKV3H1du0r33Sdde60UGFirdaOGHT2Srn9/E2JiYqQ5cxhJB/dgWdLcueZx6ah9KHTBBeZxacCA41tZTiY724T2WbPM5SuuMCeONmhQrWUDgK+pbM4loJ+JjRulF180T1xHjphjJW8n33mnFBlpZ3WoLo4TnKHgcJx4AgZQm/LzpQ8+kJ5/Xlq71hzz9ze95vfdJ/Xocfpf27KkqVPN41lBgVlxnzVLOu+86qkdAHxQZXMuLS5n4uyzzdvGO3ZIjz8uxcaat4UfeMAE9bFjzeorPNeePWUn0x3t6JF006fXbk3Avn3mhPWmTaU77jDhPDzcPOZs2WKC9JmEc8m8CL3rLtPycvbZ0q5d0kUXSU8/TcsLANQwVtCrU36+NGOGWc36/XdzzN9fGjTIrGb17Glvfai8334z/48zZkhFRRXfbvly094E1IYNG8yUlffeKxv7mpgo3XOPCeo19a5dTo45MX7GDHO5f39TQ8OGNfP9AMBLsYJuh5AQ6fbbpdWrTX/yZZeZ2cMffST16mX6Qb/4whyD+ynp4738cqlTJxNAiorMW/rPPmtuc2wf7w8/1H6d8C2WJS1YYE5Ib93anKCen2+mr8yYYVbM77uvZlvqwsPNO0VTp5rHuTlzpC5dzPk4AIBqR0CvCQ6H1K+f9L//mYkKw4aZE0d//ln6y1/Mk+xrr0m5uXZXCsn0177zjtShg1kZnDfPBPFrr5UWLzb/bzfcUH4kXUyM+dxHHpFWrrS1fHipoiIzOapHD+lPfzInpTscJqgvWCAtXSrdeGPtnZTucJhV+iVLpFatzBjHiy+WJk2i5QWoDozxxVFocakte/ZIr75qwt3Bg+ZYVJR523jUKCk+3t76fNH+/dKUKeb/JSPDHKtb14SQ0aPNmLqjFRSYGdEOhwlP/fpJ339vWgySk02AB85UVpZZqX75ZXNOi2RWrW+9Vbr3XtMPbrfDh6URI8rOv+jb14wgLXnhCqDqRo82m4qNHi299JLd1aCGMMXFXeXmSu++a/pIt241x4KCzNbaY8eaVVzUrI0by/p4S6bvNG5cNn2nXr3KfZ2DB6XevU1fcK9eZh5+SEhNVQ1vt327eVJ+6y3T8y2ZwDtqlAnD7jbi0LLMY9moUeb3KD7erPhfdJHdlQGe4+gxvpdfbhaOGOPr1Qjo7s7plL76yswt/uWXsuOXX276SS+77MTj/XB6Kppf36WLub+vu+70WgU2bTLh/OBB8yJr+nT+31A1S5ean8tPPik7P6VtW/NzedNN7v+ib80a0w62fr1pDZs40exgWpW564CvqszzhXvFNJwhThJ1d/7+ph/9559Nn/O115ontP/9z7xd3KmTma9eUGB3pZ6tuNiMnOvZ06zsffWVebC78kpzgufy5dKQIaffx9uypfTpp2bc4owZ0pNPVm/98E5Opzlh/IILzM/mhx+aY336mJWzNWvMCefuHs4lqX170zM7bJjpRf+//zPtXyVtYwAq9s47FYd0xvj6NAK6O+jVy0x62bzZjEurW9dMgrntNqlZM+lf/zJve6HysrPNmMQWLcyJdMuWmbBz113SunVmFf1Pf6qe1e6LLzZ97JIJJ59+euZfE94pL8+cIN66ddkL9MBA6ZZbzMnG8+aZcOtp78KEhZkFhXfflUJDzb+jc2emHAEnc+CAaWmraIW8Th1zvgeT33wSLS7u6NAh6c03zUliu3ebY3XqlJ0kdtZZdlbn3nbsMH28U6eW9fE2bCiNHCn9/e81O7d5zBjzvUNDTfBiPjpKpKebF3FTppgnZUmqX7/sJPGEBHvrq06//25axtauNe8Kjh8vPfywedcQgLFjh3kxvm6dWZQ7fNj8vrhcx+9U3b27NHkye6l4iUrnXMvNZGVlWZKsrKwsu0uxX0GBZU2fbllduliW+XW1LIfDsgYOtKyFCy3L5TK3W7rUsi6+2Pzpq5YutawbbrAsf/+y+6pNG8uaOtWy8vJqp4aiIsvq189870aNLGv37tr5vnAfx/4url5tWbfeallBQWU/l82bW9Yrr1hWTo69tdakw4ct67bbyv7Nl15qWWlpdlcFuIfVq81zRMlzxbx5lhUXZ1k9eljW66+bP2NjLeuxxywrIqLsuf+OOyxr7167q8cZqmzOJaB7ApfLsr7/3rKuuKLsCU+yrJ49LWvWLMsaOdJcHj3a7kprl9NpWV9+aVkXXlj+frnkEsv65htzfW07dMi8MJAsq3t3y8rNrf0aYJ+77zb/9wMHWtbll5f/uTz3XMv69FPLKi62u8ra8957llWnjvn3x8Za1vz5dlcE2OvHHy0rMrJsEWnHDnM8P79s0c3lMpcty7ywveWWsseR+vUt67XXfOtxxMtUNufS4uJp1q0rGxFYWGiOlbwtVq+eOSEyOtq0cnjraKa8PDNz+YUXzMhEyZxMc8MNZvJF5862lqctW8x5Bfv3m7f6Z83yvJ5iVF7JmDTJbDKSnV12ncNhNr965BHpnHPsqc9u69aZk+B//93cH48+au4PWl7gaz791AwlKCgwO1R/9ZXZD6UyfvnFtGquWmUud+1q2l589XHFgzFm0dtVJvDdeKPZ1OToD0++TzMyyvp4S06arVdP+utfpbvvlho1srW8cn76yUzkKCqSHnvM9OHCOzEm7dTy8sw+A2+/bS5ffLH0wQds0AbfMXmyeZ6yLGngQDP1KzS0al+juNhsdvh//2c2NJPMMImnnmKTMA9CQPd2H3xgThotLq7a58XFlYX1Vq3K/t68udkwyR39/ruZyDJ9etm7BklJ5qTM2283J9i4o7ffNruSSmYV/frr7a0HNeOdd8z/84keSgMCzHSTIUNqvSy3NH26OTE2N9cEig8+MC9kAW9lWSZQl4zg/etfTVg/k3eQMjOlhx4yU5Mks1D1xBPmd4t3ptweAd0XpKRI3bodf/yTT0ww2LjRfGzYYP482Vxif38Tek8U3hs1qv0WDcuSvvvOBPO5c8uOn3OOaWP5y18844Ho/vvNJjQhIWZVvUcPuytCddq/XxowQFq06MTXL1/ONJ9jrV9vWr9WrzaPK//3f+YdJk/4fQaqoqjIBPKSID1xovl5r67n00WLTNvLihXmcufOJvyfe271fH3UCAK6LygJ6CU96CV/VhQKsrLMzpclgf3o8J6bW/H3qVOnfJvM0eG9Xr3Tr3/ZMukf/5CeecaMkZLMCvnMmSaY//abOebnZwL5ffdJvXuf/vezg9MpXX219M035u38pUvdqxUHp2/7djMmbf3648eknep30dcdOWL2fJg61Vy+6CLzlr83jZuEb8vNNedezJljHg/eeKPsHdXq5HSar/3ww2ZEs2TeXX/6adpe3BQB3Rfs2mVWZBMTpeHDTUvFzp0mBDZuXPmvY1lSWlr5wF7y961bT75JQkzMicN7ixZScPDJv+/o0dIrr5g/x483DzKvvGJqkczmJ7ffblpZmjev/L/H3WRnmxOC1qwxYW3hQvOiB55r9WoTzvfsMb9r06ZJQ4ee+e+ir5k502wedviwObF9+nTp8svtrgo4M3v3mt2qk5NNn/mHH5p32mr6e44bV3aeR2Sk9Pjj0ogR5h11uA0Cuq8oKDC94yUbGxQWnjoYV0VRkZSaeuLwXhKkT8TPz+yCemx4r1PH7Jzo72+mW2Rmmgcwy5Ly883nJiSY0H7XXWYzF2+wbZvZZGLvXmnwYPOA7cdGvh5pwQLzrkhWltSunVkhS0ys+d9Fb7Vxo2l5WbXK3Hf//Kc5sZpQAU+Umir17WverY6Kkr7+unbf+V282LS9pKSYyx07mraX88+vvRpwUgR01LycHPMgdKLwXrKL5+koCTre5uefpUsvNcHtkUdMPyI8y8cfm5XywkLpggukL7/0nheRdjpyRBo71kyokMx9O3Mm7WDwLCtWSH/+s9k5uGlTc/5U69a1X4fTadrH/vlP6eBBc+zmm007aVxc7deDcgjosI9lmRNSj+1z37jRBPqKWmZ8YeLFe++Z/kDJTLC46SZby0EVvPKK6Zu2LHNOxAcfVH1MGk7uww+lO+80L/AbNJD+8x/TSgS4u+++k665xvzsduxo3lmz+5yKfftMSH/rLfO4FREhTZggjRrFO1Q2IqDDPRUXmxMmBw48/jpfOaHuoYfMCTzBwaZdolcvuyvCyViWOQFr0iRzecQIE9aZOlIzNm0yLS8rV5rLDz1kemkJFHBXM2dKw4aZltA//Un64gvTA+4ukpNN28uyZeZyhw5mT5ELL7S3Lh9V2ZxLEyxqV0CA6deVynqwfa0X+8knTQ9zQYH5c+dOuytCRYqKzEYgJeH8iSfOfIYxTq5lSzM+7u9/N5efespsbLRrl711ASfy/PPmndCiIvPCcu5c9wrnkjn/afFiM4ghKsqc5H7RRaZd72TnksFWPpaM4BZiYkwfXLdupue0Wzdz2VdGQvn5mWkVnTqZVqABA8wUC7iXw4fNC6j33jOB/O23zUp6be8J4ItCQswLoY8+ksLDzfkbnTtL//2vuX7ZMumSS8pWBIHa5nKZfS7uu89cHj3arKS764nh/v5m8MLGjWY2u8Nh2vRatZJeeMG8wIBbocUF9mDihbRjhxmTmZlpWn4+/dT33k1wV3v3SldcYcYkhoaak0OvuMLuqnzT5s1mF96SqRT/+IeZMT15sglFL71kb33wPYWF5p21GTPM5aeflh54wLNevC9bZtpekpPN5XbtzO/URRfZW5cPoAcd8ASLFpmexcJCM8O2ZDto2GfrVjMmbfNmKTrajEk75xy7q/JtBQVm9e/9983lwECz4hcTY07GsyxzUmnTpvbWCe+Xk2NOBv3uO9Oy+c47ZkKKJ3K5zC6nDz1kTiiVpBtvlP79b/tPcPViBHTAU0yfXvYA//77nvtg7w1SUsyYtIwME/a+/da8BQz7VWZ10r2ezuBt0tPNO2kpKWYjvU8/NS/mPd2BA2b075Qp5neobl2zeeA995gXw6hWnCQKeIqhQ80oLMlsBf3rr/bW46vmzTNv72ZkmPMDFi0inLuT6dMrnuTicJiT9YCasmmTdO65Jpw3bCj9+KN3hHPJnDg6ebJpeznnHHP+zQMPmMfB77+3uzqfRUAH3MHjj5vZ2oWFph99+3a7K/ItH3xgVs4PHzYnHy5YIMXH210VjjZkiLRkyYmvsyxzwt7gweaFFVCdli414Tw1VWre3CyidO9ud1XVr2tX6ZdfTNtOw4bSunVmc70bbmCKkg0I6IA78PMzm7J07mxOUBww4Mx2Y0XlPfeceRejuNicjPjf/7rfmDSUd+yI1t69TT/tp5+aIHXuuebvFW2KBlTW3LnmPKF9+8zEsV9/lc46y+6qao6fnzkBdsMGs6GRn5/ZQKx1a7MTaWGh3RX6DAI64C7CwqSvvjIjJ1evNrN1CRg1x+UyI9Luv99cHjPGTGXwtWlCnqSiEa0ffWR+Z267zUyHWrTIrKaffbbZVIoxpqfPl0davveeWSzJy5Muv1z64QcpNtbuqmpH/frmd2f5cum888zkpAcfNG0v331Xdjtf/vmoYQR0wJ0kJkpffmnmQH/9tZnsgupXUGBWzUv6lp991vydMZfurXFjads20+ry17+aP7dtM8fbtzdvzW/fbubVR0WZiTyjR5vfq4ceknbvtvtf4Hnef98E0//8x+5Kao9lmQ2ybr3VvLM2ZIg0e7aZye9rOneWFi40L1ZiYqT166XLLjObMu3c6Zs/H7WEKS6AO5o1y4y7kkzouO02e+vxJtnZZkza/PnmpMN33zVhHd4lL8+EihdeMCf4SWYixQ03mHdOOnWytz53tn27aelwOKR+/Uzbna+MtHQ6pXvvNavHkjlZ8qmnePEuSYcOmekur7xifg5CQswGSLm5vvPzUQ0Yswh4uvHjpYkTTaiYP1+64AK7K/J86elS//7SypWmpeizz8xb1/BeLpdZ/XzuObMSWOLSS01Q79fPszaYqQ2+OtIyP1+65RazMZlkXtyNGWNrSW7JV38+qgljFgFPN368dO21ZkOWv/zFvF2P07dxozl5cOVKs9qzYAHh3Bf4+UlXXy399JPZNfH6682q3/z5ZnJP+/bSW2+ZcOarLMv0Gj/2WOWmk7RoIf3rX9KqVd4TxA4dMi/WPv7YLIrMnEk4r8jJRp76+Ukvvlir5XgrVtABd5aXJ114oXnybNvWnPzG70XVLVkiXXmledu+RQuzAVGLFnZXBbts3y69/LI0dWrZtKSYGLP1+d//bt6i93Z5eeZFyuzZ0jffSHv2lF3ncJit39esOfXXSUw0v1sDBkgXX2zaHjzN7t3mnbXVq02f+RdfmBMfUbGUFHOS9on4+5vFpfvu885xlGeIFhfAW+zeLfXsaZ5A+/c3T6j+/nZX5Tn++1/zZJGXZ55Q/vtfE8aArCyzev7SS+aEN8kEzGHDTB+yt21UtWuXOfn8669NOD/6XYOwMPOO0oAB5p2F3bvN74ufn2kTKvlzzhxzX82ebaZ5HDlS9jXq1DEnEA4YYHbcjIur/X9jVa1bZ1bOd+ww9c6ZY06MxMmVBPRjfz569DBz40tceKEJ6ldeSR//HwjogDdZtsw80B05YoIDuyZWzrRpZndWp9Ps+vfJJ2Yba+BoRUXmZ+O558y7VSUGDDDh4sILPbNP3eUy/57Zs83HypXlr2/a1Pwbr7zSzPo+esTorl0mbCUmSsOHS2+/bYL50qVmao5kHo++/9587a+/Pn5KTo8eZV+/c2f3uw8XLTK1HThgRnJ++63UrJndVXmGk/187NtnnqNmzjRTcCSpZUvz3DVsmHkh58MI6IC3+fhjM9pKkt58U7rzTnvrcWeWJU2aZMbtSdLNN5snkMBAe+uCe7Ms06v+/PMmdJY8PXbrJo0da96Jcfefodxcs7Jd0rqSnl52ncNhtnIvCc3t2588NBcUmLnyDoe5LwoLK94nwLLMC4Cvvzbf++hVVElq1KisFeaSS6TQ0DP+p56Rr74yE32OHJF69TJ1+0JrU3U61c/H7t1m4ssbb5gef0mKjpZGjDDtZJ7wDksNIKAD3ujxx6VHHzUn6MybZ1a9UJ7TKd1zjzR5srn84IMmrLvb6h3c28aNZorHtGllrSCJiWau+p13utduszt2lLWufP+9CU4lwsPNu0dXXmlaVxo2rJ2a0tJMO9ns2eaxKi+v7LrQUKlPn7JWmISE2qmpxNSp0t/+Zt5huOIKs1NmWFjt1uBLDh8242xfeEFKTTXHgoLMeNt77zUvFH0IAR3wRpZldhidNctsxLJkiXdvO11V+fnmQf/TT00gf+EFE9aB07VvnzRlivTqq1JmpjkWHm5ap+65x555zy6XmUhTslr922/lr09KKlslv+giE4bslJ9vNrMpqbek379Et25l9XbtWnMvpi3LLHKMH28u3367Wd2taCIJqpfTaU7Afe45015Uom9f00rWp49PLKQQ0AFvdeSIWTlPTpZatzYPdPXq2V2V/Q4dKhunFxRkdrYraQkCzlR+vvTBB6b9Ze1ac8zfXxo0yISLnj1r9vvn5JiV6K+/Nq0rJS8WJHPy3bnnlrWQtGnjvkHHssy0lJK++OTk8qMaExLMqvaAAWZWfXX1KxcXm7aKN980l//v/8w+E+56P3m7RYtMUP/8c/OCU5I6djStZDfeaP+LyhpEQAe8WVqaCQS7dpnJC99849urQLt2mQk3a9aYMZRffGFGvgHVzbLMyYTPPWd6vUucf74J6gMGVN+Upe3by4Lsjz+aHt8SERFm+siAAeZPT+2fzsgwrTBffy3973+mHaJESIgJ6SWtMCUnp1bVkSMm9H35pQnkkyebPmjYb+tWMzf9nXfM+ROSFB8v3X239Ne/mneKvQwBHfB2K1aYUJCXZx7MXn7Z7orssXatCSg7d5oH9jlz2MYdtWPVqrJpFUVF5thZZ5m+2ltvrfrqr9Np2tZKWkGOnUPeooUJqwMGmN99b1tlLCgwG4iVvCjZvr389V26lL1LUDLi71QOHDC3//VXcwLjjBnSNdfUTP04fQcPmnc3Xn65bCZ/nTrSbbeZ3ycv2reCgA74gs8/L3uyee0131sV+uUX8+R78KCZWT13LmPSUPv27DHTKl5/vWxaRVSU+X0cNapsWsWyZdI//iE980zZBi7Z2WbluKR1Zd++sq/r7y+dd15Zf3arVr7TkmFZ0u+/l41wXLSofCtMXFxZK0yfPuVP8iy5n8eONX+uW2faAL/6Srrgglr/p6AKCgvNSbvPPWdeAEvmZ37gQPMO1bnnevzvAAEd8BWTJkn//Kd5Mp871zxZ+YIvvzRj0vLzzei42bM9921+eIfDh83UlxdeMG/dS2aV+6abTLh4800T5IcNMydDzp5tVoxLVt8lMx2mf/+y1hUvfIv/tOzda94dmz3btBiV7AArmZXxSy4pa4X597/N/RwWZtomGjc2j43t2tlXP6rGssxEouefNy1QJXr1Mr9Lf/mLx7Z1EtABX2FZ0i23SNOnm1WiJUvMphve7I03zJbsLpdZWfzwQ5/f/AJuxOk0LyCfe860VpQIDCwfxkucfXbZKvl557n/rHW7FRaak8FLWmFKRveVCAgo2yAnKcmE9fbt7Zm4gzO3dq150fuf/5SNEG3WzExRGj7cTFXyIAR0wJfk55sVpEWLzI5tS5ZI9evbXVX1syxpwgTzIZkH59df99iVFPiAyrwd715Pw57FskwLS2VWx7mfPVtGhmnlfO21slawyEjprrvM/gSnexJxLatszq3EGRYA3F5IiOlHb9JE2rTJ7Hh4opU6T1ZcbM7qLwnnjzxiNhwhnMOdTZ9e8c9oQIC5HqfP4ZDatuV+9gWxsebxf8cOszBz9tlSVpb07LPmnZKhQ83wBC/BCjrgTVatMm+R5+aaFpCS3TQ9XV6e6TefPdtMbpg82ewECHiClBQzdeRYy5ebXnRUD+5n3+JymROrn3/ejCEt8ac/mT71P/+5cpN+apntK+iTJ09Ws2bNFBISol69eik5ObmmvhWAEp06mTFiDod5G3DyZDPR4JJLzJ+epKTu774zJ77Onm1OBvvkE8I5PFNJWHDD0OBVuJ99g5+fOXfjhx/M88VNN5lhCT/+aI63a2dOzD5ypPznechzYo389H744YcaO3asxo8fr5SUFHXq1El9+/ZV5tE7nwGoGVddJT31lPn7PfdITzxhHsD+8x9766qq9983dV93Xdluqd99Z87eBzxJTIwZC9itm3lrvls3czkmxu7KvAv3s+/q1s3s9JuaKt1/v9nIa/160xbZtKn02GNlu++WPLe4+XNijbS49OrVSz169NCrr74qSXK5XEpMTNTdd9+thx566KSfS4sLUA22bTObF339tVlNtyzzJDVnjvl7gwbuOdFg+3Zz8o/DIV12mdlkRDK1v/KKGbHljnUDp1JQYEYulvw+Fhaad4RQvbifIZn9Bd5+W3rppbINrwIDzRjOn34yzy02PSfaNsWlsLBQderU0SeffKKBAweWHh82bJgOHTqkL7/8stztCwoKVFAyNuePwhMTEwnowJmozOSI886r+Tqq6pdfTn0b9zptBgDgroqLpc8+k66//tS3raXnlsoG9Goff7Bv3z45nU7FxsaWOx4bG6v169cfd/tJkyZpQslUBgDVY/p0s9V4ySzgE6lMGHYnAQFmExgAACojIMC0SRYWmudEp/PEt3HD5xbb55ONGzdOY8eOLb1csoIO4AwMGSK1aXPiiQbPPis1b177NVXW1q3SAw8cf3zJEiYxAACqbuhQM47zRM+JbvrcUu0BvUGDBvL391dGRka54xkZGYqLizvu9sHBwQqmPwyoOX5+ZhxVyZ+XXOKWD0alUlLMn8fWDQDAmfKQ55Zqn+ISFBSkbt26af78+aXHXC6X5s+fr969e1f3twNQEU+daOCpdQMA3JeHPbfUyBSXDz/8UMOGDdMbb7yhnj176sUXX9RHH32k9evXH9ebfiymuADVyFMnGnhq3QAA9+UGzy22nSQqSddff7327t2rRx99VOnp6ercubPmzp17ynAOoJod/cDjcHhOyPXUugEA7suDnltqZAX9TLCCDgAAAG9U2ZzLPrgAAACAGyGgAwAAAG6EgA4AAAC4EQI6AAAA4EYI6AAAAIAbIaADAAAAboSADgAAALgRAjoAAADgRgjoAAAAgBshoAMAAABuhIAOAAAAuBECOgAAAOBGCOgAAACAGwmwu4BjWZYlScrOzra5EgAAAKD6lOTbkrxbEbcL6Dk5OZKkxMREmysBAAAAql9OTo4iIyMrvN5hnSrC1zKXy6U9e/YoPDxcDoej1r9/dna2EhMTtXPnTkVERNT69/cl3Ne1g/u59nBf1w7u59rDfV17uK9rh933s2VZysnJUUJCgvz8Ku40d7sVdD8/PzVu3NjuMhQREcEvSC3hvq4d3M+1h/u6dnA/1x7u69rDfV077LyfT7ZyXoKTRAEAAAA3QkAHAAAA3AgB/RjBwcEaP368goOD7S7F63Ff1w7u59rDfV07uJ9rD/d17eG+rh2ecj+73UmiAAAAgC9jBR0AAABwIwR0AAAAwI0Q0AEAAAA3QkAHAAAA3AgBHQAAAHAjBPRjTJ48Wc2aNVNISIh69eql5ORku0vyKpMmTVKPHj0UHh6umJgYDRw4UBs2bLC7LJ/w1FNPyeFwaMyYMXaX4nV2796toUOHKjo6WqGhoerQoYOWLVtmd1lex+l06pFHHlFSUpJCQ0PVokULPf7442IY2Zn76aefNGDAACUkJMjhcOiLL74od71lWXr00UcVHx+v0NBQ9enTR5s2bbKnWA92svu5qKhIDz74oDp06KCwsDAlJCTolltu0Z49e+wr2IOd6mf6aH/729/kcDj04osv1lp9p0JAP8qHH36osWPHavz48UpJSVGnTp3Ut29fZWZm2l2a11iwYIFGjhypxYsXa968eSoqKtLll1+u3Nxcu0vzakuXLtUbb7yhjh072l2K1zl48KDOO+88BQYGas6cOVq7dq2ee+451a9f3+7SvM7TTz+tKVOm6NVXX9W6dev09NNP65lnntErr7xid2keLzc3V506ddLkyZNPeP0zzzyjl19+Wa+//rqWLFmisLAw9e3bV/n5+bVcqWc72f2cl5enlJQUPfLII0pJSdFnn32mDRs26KqrrrKhUs93qp/pEp9//rkWL16shISEWqqskiyU6tmzpzVy5MjSy06n00pISLAmTZpkY1XeLTMz05JkLViwwO5SvFZOTo7VsmVLa968edZFF11k3XPPPXaX5FUefPBB6/zzz7e7DJ9wxRVXWLfffnu5Y9dcc401ZMgQmyryTpKszz//vPSyy+Wy4uLirGeffbb02KFDh6zg4GBr5syZNlToHY69n08kOTnZkmRt3769doryUhXd17t27bIaNWpkrVmzxmratKn1wgsv1HptFWEF/Q+FhYVavny5+vTpU3rMz89Pffr00aJFi2yszLtlZWVJkqKiomyuxHuNHDlSV1xxRbmfbVSfr776St27d9e1116rmJgYdenSRVOnTrW7LK907rnnav78+dq4caMkadWqVfr555/Vv39/myvzbqmpqUpPTy/3GBIZGalevXrx/FjDsrKy5HA4VK9ePbtL8Toul0s333yzHnjgAbVr187uco4TYHcB7mLfvn1yOp2KjY0tdzw2Nlbr16+3qSrv5nK5NGbMGJ133nlq37693eV4pVmzZiklJUVLly61uxSvtXXrVk2ZMkVjx47VP//5Ty1dulSjR49WUFCQhg0bZnd5XuWhhx5Sdna2WrduLX9/fzmdTv3rX//SkCFD7C7Nq6Wnp0vSCZ8fS65D9cvPz9eDDz6oG2+8UREREXaX43WefvppBQQEaPTo0XaXckIEdNhm5MiRWrNmjX7++We7S/FKO3fu1D333KN58+YpJCTE7nK8lsvlUvfu3fXkk09Kkrp06aI1a9bo9ddfJ6BXs48++kgffPCBZsyYoXbt2mnlypUaM2aMEhISuK/hVYqKinTdddfJsixNmTLF7nK8zvLly/XSSy8pJSVFDofD7nJOiBaXPzRo0ED+/v7KyMgodzwjI0NxcXE2VeW9Ro0apa+//lo//PCDGjdubHc5Xmn58uXKzMxU165dFRAQoICAAC1YsEAvv/yyAgIC5HQ67S7RK8THx6tt27bljrVp00Y7duywqSLv9cADD+ihhx7SDTfcoA4dOujmm2/Wvffeq0mTJtldmlcreQ7k+bF2lITz7du3a968eaye14CFCxcqMzNTTZo0KX1+3L59u+677z41a9bM7vIkEdBLBQUFqVu3bpo/f37pMZfLpfnz56t37942VuZdLMvSqFGj9Pnnn+v7779XUlKS3SV5rUsvvVSrV6/WypUrSz+6d++uIUOGaOXKlfL397e7RK9w3nnnHTcqdOPGjWratKlNFXmvvLw8+fmVf9ry9/eXy+WyqSLfkJSUpLi4uHLPj9nZ2VqyZAnPj9WsJJxv2rRJ3333naKjo+0uySvdfPPN+u2338o9PyYkJOiBBx7Qt99+a3d5kmhxKWfs2LEaNmyYunfvrp49e+rFF19Ubm6ubrvtNrtL8xojR47UjBkz9OWXXyo8PLy0fzEyMlKhoaE2V+ddwsPDj+vtDwsLU3R0ND3/1ejee+/VueeeqyeffFLXXXedkpOT9eabb+rNN9+0uzSvM2DAAP3rX/9SkyZN1K5dO61YsULPP/+8br/9drtL83iHDx/W5s2bSy+npqZq5cqVioqKUpMmTTRmzBg98cQTatmypZKSkvTII48oISFBAwcOtK9oD3Sy+zk+Pl6DBw9WSkqKvv76azmdztLnyKioKAUFBdlVtkc61c/0sS9+AgMDFRcXp1atWtV2qSdm9xgZd/PKK69YTZo0sYKCgqyePXtaixcvtrskryLphB/vvvuu3aX5BMYs1ozZs2db7du3t4KDg63WrVtbb775pt0leaXs7GzrnnvusZo0aWKFhIRYzZs3tx5++GGroKDA7tI83g8//HDCx+Zhw4ZZlmVGLT7yyCNWbGysFRwcbF166aXWhg0b7C3aA53sfk5NTa3wOfKHH36wu3SPc6qf6WO525hFh2WxBRsAAADgLuhBBwAAANwIAR0AAABwIwR0AAAAwI0Q0AEAAAA3QkAHAAAA3AgBHQAAAHAjBHQAAADAjRDQAQAAADdCQAcAAADcCAEdAAAAcCMEdAAAAMCN/D+TDMHrflpsnAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9, 6))\n",
    "\n",
    "plt.plot(x, marker='*', c='r')\n",
    "\n",
    "plt.plot(x.cumsum(), marker='o')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e77bc6a5-8191-4ef7-90eb-92c6167ae003",
   "metadata": {},
   "source": [
    "## 多图布局"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "17bb2986-6458-40c2-8ae0-5d0ad8cae703",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 1)\n",
    "fig.set_figwidth(9)\n",
    "fig.set_figheight(6)\n",
    "axes[0].plot(x, marker='*', c='r')\n",
    "axes[1].plot(x.cumsum(), marker='o')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d2a55330-049a-4d52-9608-91b12f288458",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
